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Fine-tuning deep learning model parameters for improved super-resolution of dynamic MRI with prior-knowledge.

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第一作者： Chompunuch,Sarasaen

第一单位： Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, Germany; Institute for Medical Engineering, Otto von Guericke University Magdeburg, Germany; Research Campus STIMULATE, Otto von Guericke University Magdeburg, Germany. Electronic address: chompunuch.sarasaen@ovgu.de.

作者： Chompunuch,Sarasaen ^[1] ; Soumick,Chatterjee ^[2] ; Mario,Breitkopf ^[3] ; Georg,Rose ^[4] ; Andreas,Nürnberger ^[5] ; Oliver,Speck ^[6]

作者单位： Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, Germany; Institute for Medical Engineering, Otto von Guericke University Magdeburg, Germany; Research Campus STIMULATE, Otto von Guericke University Magdeburg, Germany. Electronic address: chompunuch.sarasaen@ovgu.de. ^[1] Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, Germany; Research Campus STIMULATE, Otto von Guericke University Magdeburg, Germany; Faculty of Computer Science, Otto von Guericke University Magdeburg, Germany; Data and Knowledge Engineering Group, Otto von Guericke University Magdeburg, Germany. ^[2] Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, Germany; Research Campus STIMULATE, Otto von Guericke University Magdeburg, Germany. ^[3] Institute for Medical Engineering, Otto von Guericke University Magdeburg, Germany; Research Campus STIMULATE, Otto von Guericke University Magdeburg, Germany. ^[4] Faculty of Computer Science, Otto von Guericke University Magdeburg, Germany; Data and Knowledge Engineering Group, Otto von Guericke University Magdeburg, Germany; Center for Behavioral Brain Sciences, Magdeburg, Germany. ^[5] Biomedical Magnetic Resonance, Otto von Guericke University Magdeburg, Germany; Research Campus STIMULATE, Otto von Guericke University Magdeburg, Germany; German Center for Neurodegenerative Disease, Magdeburg, Germany; Center for Behavioral Brain Sciences, Magdeburg, Germany; Leibniz Institute for Neurobiology, Magdeburg, Germany. ^[6]

关键词 Deep learning Dynamic MRI Fine-tuning Patch-based super-resolution Prior knowledge Super-resolution

医学主题词人类(Humans);图像处理, 计算机辅助(Image Processing, Computer-Assisted);磁共振成像(Magnetic Resonance Imaging)

DOI 10.1016/j.artmed.2021.102196

PMID 34763811

发布时间 2021-11-15

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准确一般字义偏差语意偏离译文作用小提交